Hi @Matt Jones
Thanks for reaching out to Microsoft Q & A Forums .
Speaking of your issue , If its happening regularly try to run a perf insights report for this VM from azure portal at around the the time of occurrence and it will give you some good insights :
https://learn.microsoft.com/en-us/troubleshoot/azure/virtual-machines/performance-diagnostics
Another suggestion is to check if your VM's NSG is wide open to public , and try to restrict it :
https://learn.microsoft.com/en-us/troubleshoot/azure/virtual-machines/cannot-rdp-azure-vm-brute-force
If either of those doesn't help , You might have to work with one of our VM Support team member via a Support ticket .
Hope this helps .
Thanks,
Pradeep
---------------------------------------
Please don't forget to "Accept the answer" or "Up-vote" if this was helpful